{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "2e1966cc",
   "metadata": {},
   "source": [
    "# Simulating a Brain Dynamics Model\n",
    "\n",
    "[![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/brainpy/brainpy/blob/master/docs_version2/quickstart/simulation.ipynb)\n",
    "[![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/brainpy/brainpy/blob/master/docs_version2/quickstart/simulation.ipynb)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "724ccd02",
   "metadata": {},
   "source": [
    "@[Xiaoyu Chen](mailto:c-xy17@tsinghua.org.cn) @[Chaoming Wang](https://github.com/chaoming0625)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "66f9a769",
   "metadata": {},
   "source": [
    "One of the most important approaches of studying brain dynamics is building a dynamic model and doing simulation. Generally, there are two ways to construct a dynamic model. The first one is called spiking models, which attempt to finely simulate the activity of each neuron in the target population. They are named spiking models because the simulation process records the precise timing of spiking of every neuron. The second is called rate models, which regard a population of neurons with similar properties as a single firing unit and examine the firing rate of this population. In this section, we will illustrate how to build and simulate a spiking neural network, e.i. SNN.\n",
    "\n",
    "To begin with, the BrainPy package should be imported:"
   ]
  },
  {
   "cell_type": "code",
   "id": "c4fbe84d",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-06T03:12:28.708315Z",
     "start_time": "2025-10-06T03:12:24.496920Z"
    }
   },
   "source": [
    "import numpy as np\n",
    "\n",
    "import brainpy as bp\n",
    "import brainpy.math as bm\n",
    "\n",
    "bm.set_platform('cpu')"
   ],
   "outputs": [],
   "execution_count": 1
  },
  {
   "cell_type": "code",
   "id": "d0b5bce6",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-06T03:12:28.720402Z",
     "start_time": "2025-10-06T03:12:28.714176Z"
    }
   },
   "source": [
    "bp.__version__"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'3.0.0'"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 2
  },
  {
   "cell_type": "markdown",
   "id": "dd03123d",
   "metadata": {},
   "source": [
    "## Simulating an E-I balanced network"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5e88fc7f",
   "metadata": {},
   "source": [
    "### Building an E-I balanced network"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "63354c42",
   "metadata": {},
   "source": [
    "Firstly, let's try to build an E-I balanced network. It was proposed to interpret the irregular firing of neurons in the cortical area \\[1\\]. Since the structure of an E-I balanced network is relatively simple, it is a good practice that helps users to learn the basic paradigm of brain dynamic simulation in BrainPy. The structure of a E-I balanced network is as follows:\n",
    "\n",
    "<center><img src=\"../_static/E_I_balance_network.png\" width=\"400 px\"></center>\n",
    "<center>The stucture of an E-I Balanced Network</center>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "62d35f9b",
   "metadata": {},
   "source": [
    "An E-I balanced network is composed of two neuron groups and the synaptic connections between them. Specifically, they include:\n",
    "1. a group of excitatory neurons, $\\mathrm{E}$,\n",
    "2. a group of inhibitory neurons, $\\mathrm{I}$,\n",
    "3. synaptic connections within the excitatory and inhibitory neuron groups, respectively, and \n",
    "4. the inter-connections between these two groups."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c367fbf1",
   "metadata": {},
   "source": [
    "To construct the network, we need to define these components one by one. BrainPy provides plenty of handy built-in models for brain dynamic simulation. They are contained in ``brainpy.dyn``. Let's choose the simplest yet the most canonical neuron model, the Leaky Integrate-and-Fire (LIF) model, to build the excitatory and inhibitory neuron groups:"
   ]
  },
  {
   "cell_type": "code",
   "id": "69556409",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-06T03:12:29.396524Z",
     "start_time": "2025-10-06T03:12:28.741962Z"
    }
   },
   "source": [
    "E = bp.dyn.LifRef(3200, V_rest=-60., V_th=-50., V_reset=-60.,\n",
    "                  tau=20., tau_ref=5., method='exp_auto',\n",
    "                  V_initializer=bp.init.Normal(-60., 2.))\n",
    "\n",
    "I = bp.dyn.LifRef(800, V_rest=-60., V_th=-50., V_reset=-60.,\n",
    "                  tau=20., tau_ref=5., method='exp_auto',\n",
    "                  V_initializer=bp.init.Normal(-60., 2.))"
   ],
   "outputs": [],
   "execution_count": 3
  },
  {
   "cell_type": "markdown",
   "id": "931a0a84",
   "metadata": {},
   "source": [
    "When defining the LIF neuron group, the parameters can be tuned according to users' need. The first parameter denotes the number of neurons. Here the ratio of excitatory and inhibitory neurons is set to 4:1. ``V_rest`` denotes the resting potential, ``V_th`` denotes the firing threshold, ``V_reset`` denotes the reset value after firing, ``tau`` is the time constant, and ``tau_ref`` is the duration of the refractory period. ``method`` refers to the numerical integration method to be used in simulation."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "24b642e81690f06a",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "Before we define the synaptic projections between different populations, let's create a synapse model with the Exponential dynamics and conductance-based synaptic currents. "
   ]
  },
  {
   "cell_type": "code",
   "id": "45b6804ed82895a",
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-10-06T03:12:29.407289Z",
     "start_time": "2025-10-06T03:12:29.403003Z"
    }
   },
   "source": [
    "class Exponential(bp.Projection): \n",
    "  def __init__(self, pre, post, delay, prob, g_max, tau, E):\n",
    "    super().__init__()\n",
    "    self.pron = bp.dyn.FullProjAlignPost(\n",
    "      pre=pre,\n",
    "      delay=delay,\n",
    "      # Event-driven computation\n",
    "      comm=bp.dnn.EventCSRLinear(bp.conn.FixedProb(prob, pre=pre.num, post=post.num), g_max), \n",
    "      syn=bp.dyn.Expon(size=post.num, tau=tau),# Exponential synapse\n",
    "      out=bp.dyn.COBA(E=E), # COBA network\n",
    "      post=post\n",
    "    )"
   ],
   "outputs": [],
   "execution_count": 4
  },
  {
   "cell_type": "markdown",
   "id": "13b3c3a9",
   "metadata": {},
   "source": [
    "Here we use the Align post projection method (``bp.dyn.ProjAlignPost2``) to simulate synaptic connections. Among the parameters of the model, the first two denotes the pre- and post-synaptic neuron groups, respectively. The third one refers to the connection types. In this example, we use ``bp.conn.FixedProb``, which connects the pre-synaptic neurons to postsynaptic neurons with a given probability (detailed information is available in [Synaptic Connection](../tutorial_toolbox/synaptic_connections.ipynb)). The following three parameters describes the dynamic properties of the synapse, and the last one is the numerical integration method as that in the LIF model."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "abe09b1b",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "Then the synaptic connections between these two groups can be defined as follows:"
   ]
  },
  {
   "cell_type": "code",
   "id": "8be1733f",
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-10-06T03:12:34.843295Z",
     "start_time": "2025-10-06T03:12:29.413485Z"
    }
   },
   "source": [
    "# projection from E to E\n",
    "E2E = Exponential(E, E, 0., 0.02, 0.6, 5., 0.)\n",
    "\n",
    "# projection from E to I\n",
    "E2I = Exponential(E, I, 0., 0.02, 0.6, 5., 0.)\n",
    "\n",
    "# projection from I to E\n",
    "I2E = Exponential(I, E, 0., 0.02, 6.7, 10., -80.)\n",
    "\n",
    "# projection from I to I\n",
    "I2I = Exponential(I, I, 0., 0.02, 6.7, 10., -80.)"
   ],
   "outputs": [],
   "execution_count": 5
  },
  {
   "cell_type": "markdown",
   "id": "572fa775",
   "metadata": {},
   "source": [
    "Putting these together, we can get an E/I balanced network."
   ]
  },
  {
   "cell_type": "code",
   "id": "f8a6c731",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-06T03:12:37.235115Z",
     "start_time": "2025-10-06T03:12:37.228682Z"
    }
   },
   "source": [
    "class EINet(bp.DynamicalSystem):\n",
    "  def __init__(self, ne=3200, ni=800):\n",
    "    super().__init__()\n",
    "    self.E = bp.dyn.LifRef(ne, V_rest=-60., V_th=-50., V_reset=-60., tau=20., tau_ref=5.,\n",
    "                           V_initializer=bp.init.Normal(-55., 2.))\n",
    "    self.I = bp.dyn.LifRef(ni, V_rest=-60., V_th=-50., V_reset=-60., tau=20., tau_ref=5.,\n",
    "                           V_initializer=bp.init.Normal(-55., 2.))\n",
    "    self.E2E = Exponential(self.E, self.E, 0., 0.02, 0.6, 5., 0.)\n",
    "    self.E2I = Exponential(self.E, self.I, 0., 0.02, 0.6, 5., 0.)\n",
    "    self.I2E = Exponential(self.I, self.E, 0., 0.02, 6.7, 10., -80.)\n",
    "    self.I2I = Exponential(self.I, self.I, 0., 0.02, 6.7, 10., -80.)\n",
    "\n",
    "  def update(self, inp=0.):\n",
    "    self.E2E()\n",
    "    self.E2I()\n",
    "    self.I2E()\n",
    "    self.I2I()\n",
    "    self.E(inp)\n",
    "    self.I(inp)\n",
    "    # monitor\n",
    "    return self.E.spike.value, self.I.spike.value"
   ],
   "outputs": [],
   "execution_count": 6
  },
  {
   "cell_type": "markdown",
   "id": "0412deb5",
   "metadata": {},
   "source": [
    "We have successfully constructed an E-I balanced network by using BrainPy's biult-in models. On the other hand, BrianPy also enables users to customize their own dynamic models such as neuron groups, synapses, and networks flexibly. In fact, ``brainpy.DynSysGroup()`` is a simple example of customizing a network model. Please refer to [Dynamic Simulation](../tutorial_simulation/index.rst) for more information."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e3bcad34",
   "metadata": {},
   "source": [
    "### Running a simulation\n",
    "\n",
    "After building a SNN, we can use it for dynamic simulation.  BrainPy provides multiple ways to simulate brain dynamics models. "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "43ec39f4",
   "metadata": {},
   "source": [
    "First, BrainPy provides ``DSRunner`` in ``brainpy``, which will be expanded in the [Runners](../tutorial_simulation/index.rst) tutorial. Users can initialize ``DSRunner`` as followed:"
   ]
  },
  {
   "cell_type": "code",
   "id": "8e16cd97",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-06T03:12:39.966041Z",
     "start_time": "2025-10-06T03:12:37.244683Z"
    }
   },
   "source": [
    "net = EINet()\n",
    "\n",
    "runner = bp.DSRunner(net, monitors=['E.spike', 'I.spike'])"
   ],
   "outputs": [],
   "execution_count": 7
  },
  {
   "cell_type": "markdown",
   "id": "11473917",
   "metadata": {},
   "source": [
    "To make dynamic simulation more applicable and powerful, users can monitor variable trajectories and give inputs to target neuron groups. Here we monitor the ``spike`` variable in the ``E`` and ``I`` LIF model, which refers to the spking status of the neuron group. More details of how to give inputs and monitors please refer to [Dynamic Simulation](../tutorial_simulation/index.rst).\n",
    "\n",
    "After creating the runner, we can run a simulation by calling the runner, where the calling function receives the simulation time (usually in milliseconds) as the input. BrainPy achieves an extraordinary simulation speed with the assistance of just-in-time (JIT) compilation. Please refer to [Just-In-Time Compilation](../tutorial_math/brainpy_transform_concept.ipynb) for more details."
   ]
  },
  {
   "cell_type": "code",
   "id": "a2a602d2",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-06T03:12:41.431834Z",
     "start_time": "2025-10-06T03:12:39.987210Z"
    }
   },
   "source": [
    "Is = bm.ones(1000) * 20.  # 100 ms\n",
    "_ = runner.run(inputs=Is)"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "  0%|          | 0/1000 [00:00<?, ?it/s]"
      ],
      "application/vnd.jupyter.widget-view+json": {
       "version_major": 2,
       "version_minor": 0,
       "model_id": "d2c6bdac750b4e879d70721f7640409c"
      }
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 8
  },
  {
   "cell_type": "markdown",
   "id": "acff9360881308ef",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "The monitored spikes are stored in the ``runner.mon``. "
   ]
  },
  {
   "cell_type": "code",
   "id": "3cf93c4cf74a2205",
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-10-06T03:12:41.462002Z",
     "start_time": "2025-10-06T03:12:41.458512Z"
    }
   },
   "source": [
    "E_sps = runner.mon['E.spike']\n",
    "I_sps = runner.mon['I.spike']"
   ],
   "outputs": [],
   "execution_count": 9
  },
  {
   "cell_type": "markdown",
   "id": "19ec58dbf4c20634",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "Second, users can also use ``brainpy.math.for_loop`` for the efficient simulation of any BrainPy models. To do that, we need to define a running function which defines the one-step updating function of the model. "
   ]
  },
  {
   "cell_type": "code",
   "id": "85c630f3902ce1b7",
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-10-06T03:12:45.240693Z",
     "start_time": "2025-10-06T03:12:41.471705Z"
    }
   },
   "source": [
    "net = EINet()\n",
    "\n",
    "def run_fun(i):\n",
    "  # i: the running index\n",
    "  # 20.: the input\n",
    "  return net.step_run(i, 20.)\n",
    "\n",
    "indices = np.arange(int(100. / bm.get_dt()))  # 100. ms\n",
    "E_sps, I_sps = bm.for_loop(run_fun, indices)"
   ],
   "outputs": [],
   "execution_count": 10
  },
  {
   "cell_type": "markdown",
   "id": "8452dec3",
   "metadata": {},
   "source": [
    "\n",
    "The simulation results are stored as NumPy arrays in the monitors, and can be visualized easily:"
   ]
  },
  {
   "cell_type": "code",
   "id": "f3aab08c",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-06T03:12:45.464333Z",
     "start_time": "2025-10-06T03:12:45.280045Z"
    }
   },
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.figure(figsize=(12, 4.5))\n",
    "\n",
    "ts = indices * bm.get_dt()\n",
    "plt.subplot(121)\n",
    "bp.visualize.raster_plot(ts, E_sps, show=False)\n",
    "plt.subplot(122)\n",
    "bp.visualize.raster_plot(ts, I_sps, show=True)"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x450 with 2 Axes>"
      ],
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "<module 'matplotlib.pyplot' from 'C:\\\\Users\\\\adadu\\\\miniconda3\\\\envs\\\\bdp\\\\Lib\\\\site-packages\\\\matplotlib\\\\pyplot.py'>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 11
  },
  {
   "cell_type": "markdown",
   "id": "3f78546b",
   "metadata": {},
   "source": [
    "In the code above, ``brianpy.visualize`` contains some useful functions to visualize simulation results based on the ``matplotlib`` package. Since the simulation results are stored as NumPy arrays, users can directly use ``matplotlib`` for visualization."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8ce65bd2",
   "metadata": {},
   "source": [
    "## Simulating a decision-making network"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d403c2f5",
   "metadata": {},
   "source": [
    "### Building a decision-making network"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9d9bf6b8",
   "metadata": {},
   "source": [
    "After learning how to build a E-I balanced network, we can try to handle a more complex model. In 2002, Wang proposed a decision-making model that could choose between two conflict inputs by accumulating evidence over time \\[2\\]. \n",
    "\n",
    "The structure of a decision-making network is as follows. Similar to the E-I balanced network, the decision-making network contains an excitatory and an inhibitory neuron group, forming connections within each group and between each other. What is different is that there are two specific subpopulation of neurons, A and B, that receive conflict inputs from outside (other brain areas). After given the external inputs, if the activity of A prevail over B, it means the network chooses option A, and vice versa.\n",
    "\n",
    "<center><img src=\"../_static/dmnet_diagram.png\" width=\"400 px\"></center>\n",
    "<center>The stucture of an E-I Balanced Network</center>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "81c432b0",
   "metadata": {},
   "source": [
    "To construct a decision-making network, we should build all neuron groups:\n",
    "\n",
    "1. Two excitatory neuron groups with different selectivity, $\\mathrm{A}$ and $\\mathrm{B}$, and other excitatory neurons, $\\mathrm{N}$;\n",
    "2. An inhibitory neuron group, $\\mathrm{I}$;\n",
    "3. Neurons generating external inputs $\\mathrm{I_A}$ and $\\mathrm{I_B}$;\n",
    "4. Neurons generating noise to all neuron groups, $\\mathrm{noise_A}$, $\\mathrm{noise_B}$, $\\mathrm{noise_N}$, and $\\mathrm{noise_I}$.\n",
    "\n",
    "And the synapse connection between them:\n",
    "\n",
    "1. Connection from excitatory neurons to others, $\\mathrm{A2A}$, $\\mathrm{A2B}$, $\\mathrm{A2N}$, $\\mathrm{A2I}$, $\\mathrm{B2A}$, $\\mathrm{B2B}$, $\\mathrm{B2N}$, $\\mathrm{B2I}$, and $\\mathrm{N2A}$, $\\mathrm{N2B}$, $\\mathrm{N2N}$, $\\mathrm{N2I}$;\n",
    "2. Connection from inhibitory neurons to others, $\\mathrm{I2A}$, $\\mathrm{I2B}$, $\\mathrm{I2N}$, $\\mathrm{I2I}$;\n",
    "3. Connection from external inputs to selective neuron groups, $\\mathrm{IA2A}$, $\\mathrm{IB2B}$;\n",
    "4. Connection from noise neurons to excitatory and inhibitory neurons, $\\mathrm{noise2A}$, $\\mathrm{noise2B}$, $\\mathrm{noise2N}$, $\\mathrm{noise2I}$."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0a3345af",
   "metadata": {},
   "source": [
    "Now let's build these neuron groups and connections.\n",
    "\n",
    "First of all, to imitate the biophysical experiments, we define three periods:"
   ]
  },
  {
   "cell_type": "code",
   "id": "217204d5",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-06T03:12:45.493566Z",
     "start_time": "2025-10-06T03:12:45.489488Z"
    }
   },
   "source": [
    "pre_stimulus_period = 100.  # time before the external simuli are given\n",
    "stimulus_period = 1000.  # time within which the external simuli are given\n",
    "delay_period = 500.  # time after the external simuli are removed\n",
    "total_period = pre_stimulus_period + stimulus_period + delay_period"
   ],
   "outputs": [],
   "execution_count": 12
  },
  {
   "cell_type": "markdown",
   "id": "e559ece9",
   "metadata": {},
   "source": [
    "We first define tools we used for simulation, including the visualization toolkit and Poisson noise generations."
   ]
  },
  {
   "cell_type": "code",
   "id": "b76c3965",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-06T03:12:45.529411Z",
     "start_time": "2025-10-06T03:12:45.518568Z"
    }
   },
   "source": [
    "class Tool:\n",
    "  def __init__(self, pre_stimulus_period=100., stimulus_period=1000., delay_period=500.):\n",
    "    self.pre_stimulus_period = pre_stimulus_period\n",
    "    self.stimulus_period = stimulus_period\n",
    "    self.delay_period = delay_period\n",
    "    self.freq_variance = 10.\n",
    "    self.freq_interval = 50.\n",
    "    self.total_period = pre_stimulus_period + stimulus_period + delay_period\n",
    "\n",
    "  def generate_freqs(self, mean):\n",
    "    # stimulus period\n",
    "    n_stim = int(self.stimulus_period / self.freq_interval)\n",
    "    n_interval = int(self.freq_interval / bm.get_dt())\n",
    "    freqs_stim = np.random.normal(mean, self.freq_variance, (n_stim, 1))\n",
    "    freqs_stim = np.tile(freqs_stim, (1, n_interval)).flatten()\n",
    "    # pre stimulus period\n",
    "    freqs_pre = np.zeros(int(self.pre_stimulus_period / bm.get_dt()))\n",
    "    # post stimulus period\n",
    "    freqs_delay = np.zeros(int(self.delay_period / bm.get_dt()))\n",
    "    all_freqs = np.concatenate([freqs_pre, freqs_stim, freqs_delay], axis=0)\n",
    "    return bm.asarray(all_freqs)\n",
    "\n",
    "  def visualize_results(self, mon, IA_freqs, IB_freqs, t_start=0., title=None):\n",
    "    fig, gs = bp.visualize.get_figure(4, 1, 3, 10)\n",
    "    axes = [fig.add_subplot(gs[i, 0]) for i in range(4)]\n",
    "\n",
    "    ax = axes[0]\n",
    "    bp.visualize.raster_plot(mon['ts'], mon['A.spike'], markersize=1, ax=ax)\n",
    "    if title: ax.set_title(title)\n",
    "    ax.set_ylabel(\"Group A\")\n",
    "    ax.set_xlim(t_start, self.total_period + 1)\n",
    "    ax.axvline(self.pre_stimulus_period, linestyle='dashed')\n",
    "    ax.axvline(self.pre_stimulus_period + self.stimulus_period, linestyle='dashed')\n",
    "    ax.axvline(self.pre_stimulus_period + self.stimulus_period + self.delay_period, linestyle='dashed')\n",
    "\n",
    "    ax = axes[1]\n",
    "    bp.visualize.raster_plot(mon['ts'], mon['B.spike'], markersize=1, ax=ax)\n",
    "    ax.set_ylabel(\"Group B\")\n",
    "    ax.set_xlim(t_start, self.total_period + 1)\n",
    "    ax.axvline(self.pre_stimulus_period, linestyle='dashed')\n",
    "    ax.axvline(self.pre_stimulus_period + self.stimulus_period, linestyle='dashed')\n",
    "    ax.axvline(self.pre_stimulus_period + self.stimulus_period + self.delay_period, linestyle='dashed')\n",
    "\n",
    "    ax = axes[2]\n",
    "    rateA = bp.measure.firing_rate(mon['A.spike'], width=10.)\n",
    "    rateB = bp.measure.firing_rate(mon['B.spike'], width=10.)\n",
    "    ax.plot(mon['ts'], rateA, label=\"Group A\")\n",
    "    ax.plot(mon['ts'], rateB, label=\"Group B\")\n",
    "    ax.set_ylabel('Population activity [Hz]')\n",
    "    ax.set_xlim(t_start, self.total_period + 1)\n",
    "    ax.axvline(self.pre_stimulus_period, linestyle='dashed')\n",
    "    ax.axvline(self.pre_stimulus_period + self.stimulus_period, linestyle='dashed')\n",
    "    ax.axvline(self.pre_stimulus_period + self.stimulus_period + self.delay_period, linestyle='dashed')\n",
    "    ax.legend()\n",
    "\n",
    "    ax = axes[3]\n",
    "    ax.plot(mon['ts'], IA_freqs, label=\"group A\")\n",
    "    ax.plot(mon['ts'], IB_freqs, label=\"group B\")\n",
    "    ax.set_ylabel(\"Input activity [Hz]\")\n",
    "    ax.set_xlim(t_start, self.total_period + 1)\n",
    "    ax.axvline(self.pre_stimulus_period, linestyle='dashed')\n",
    "    ax.axvline(self.pre_stimulus_period + self.stimulus_period, linestyle='dashed')\n",
    "    ax.axvline(self.pre_stimulus_period + self.stimulus_period + self.delay_period, linestyle='dashed')\n",
    "    ax.legend()\n",
    "    ax.set_xlabel(\"Time [ms]\")\n",
    "\n",
    "    plt.show()"
   ],
   "outputs": [],
   "execution_count": 13
  },
  {
   "cell_type": "markdown",
   "id": "f4f48aca4996b3e9",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "The main synaptic projections used in the model are AMPA, GABAA and NMDA. Therefore, we define the synaptic projections we need. "
   ]
  },
  {
   "cell_type": "code",
   "id": "f9352b672e39d80d",
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-10-06T03:12:45.542638Z",
     "start_time": "2025-10-06T03:12:45.537818Z"
    }
   },
   "source": [
    "class ExpSyn(bp.Projection):\n",
    "  def __init__(self, pre, post, conn, delay, g_max, tau, E):\n",
    "    super().__init__()\n",
    "    if conn == 'all2all':\n",
    "      comm = bp.dnn.AllToAll(pre.num, post.num, g_max)\n",
    "    elif conn == 'one2one':\n",
    "      comm = bp.dnn.OneToOne(pre.num, g_max)\n",
    "    else:\n",
    "      raise ValueError\n",
    "    syn = bp.dyn.Expon.desc(post.num, tau=tau)\n",
    "    out = bp.dyn.COBA.desc(E=E)\n",
    "    self.proj = bp.dyn.FullProjAlignPostMg(\n",
    "      pre=pre, delay=delay, comm=comm,\n",
    "      syn=syn, out=out, post=post\n",
    "    )\n",
    "\n",
    "\n",
    "class NMDA(bp.Projection):\n",
    "  def __init__(self, pre, post, conn, delay, g_max):\n",
    "    super().__init__()\n",
    "    if conn == 'all2all':\n",
    "      comm = bp.dnn.AllToAll(pre.num, post.num, g_max)\n",
    "    elif conn == 'one2one':\n",
    "      comm = bp.dnn.OneToOne(pre.num, g_max)\n",
    "    else:\n",
    "      raise ValueError\n",
    "    syn = bp.dyn.NMDA.desc(pre.num, a=0.5, tau_decay=100., tau_rise=2.)\n",
    "    out = bp.dyn.MgBlock(E=0., cc_Mg=1.0)\n",
    "    self.proj = bp.dyn.FullProjAlignPreDSMg(\n",
    "      pre=pre, delay=delay, syn=syn,\n",
    "      comm=comm, out=out, post=post\n",
    "    )"
   ],
   "outputs": [],
   "execution_count": 14
  },
  {
   "cell_type": "markdown",
   "id": "0dbe7213",
   "metadata": {},
   "source": [
    "Because there are too many neuron groups and connections, it will be much clearer if we define a new network class inheriting `brainpy.DynSysGroup` to accommodate all these neurons and synapses:"
   ]
  },
  {
   "cell_type": "code",
   "id": "ca22fe03",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-06T03:12:45.561217Z",
     "start_time": "2025-10-06T03:12:45.548648Z"
    }
   },
   "source": [
    "class DecisionMakingNet(bp.DynSysGroup):\n",
    "  def __init__(self, scale=1., f=0.15):\n",
    "    super().__init__()\n",
    "    # 网络中各组神经元的数目\n",
    "    num_exc = int(1600 * scale)\n",
    "    num_I, num_A, num_B = int(400 * scale), int(f * num_exc), int(f * num_exc)\n",
    "    num_N = num_exc - num_A - num_B\n",
    "    self.num_A, self.num_B, self.num_N, self.num_I = num_A, num_B, num_N, num_I\n",
    "\n",
    "    poisson_freq = 2400.  # Hz\n",
    "    w_pos = 1.7\n",
    "    w_neg = 1. - f * (w_pos - 1.) / (1. - f)\n",
    "    g_ext2E_AMPA = 2.1  # nS\n",
    "    g_ext2I_AMPA = 1.62  # nS\n",
    "    g_E2E_AMPA = 0.05 / scale  # nS\n",
    "    g_E2I_AMPA = 0.04 / scale  # nS\n",
    "    g_E2E_NMDA = 0.165 / scale  # nS\n",
    "    g_E2I_NMDA = 0.13 / scale  # nS\n",
    "    g_I2E_GABAa = 1.3 / scale  # nS\n",
    "    g_I2I_GABAa = 1.0 / scale  # nS\n",
    "\n",
    "    neu_par = dict(V_rest=-70., V_reset=-55., V_th=-50., V_initializer=bp.init.OneInit(-70.))\n",
    "\n",
    "    # E neurons/pyramid neurons\n",
    "    self.A = bp.dyn.LifRef(num_A, tau=20., R=0.04, tau_ref=2., **neu_par)\n",
    "    self.B = bp.dyn.LifRef(num_B, tau=20., R=0.04, tau_ref=2., **neu_par)\n",
    "    self.N = bp.dyn.LifRef(num_N, tau=20., R=0.04, tau_ref=2., **neu_par)\n",
    "\n",
    "    # I neurons/interneurons\n",
    "    self.I = bp.dyn.LifRef(num_I, tau=10., R=0.05, tau_ref=1., **neu_par)\n",
    "\n",
    "    # poisson stimulus  # 'freqs' as bm.Variable\n",
    "    self.IA = bp.dyn.PoissonGroup(num_A, freqs=bm.Variable(bm.zeros(1)))\n",
    "    self.IB = bp.dyn.PoissonGroup(num_B, freqs=bm.Variable(bm.zeros(1)))\n",
    "\n",
    "    # noise neurons\n",
    "    self.noise_B = bp.dyn.PoissonGroup(num_B, freqs=poisson_freq)\n",
    "    self.noise_A = bp.dyn.PoissonGroup(num_A, freqs=poisson_freq)\n",
    "    self.noise_N = bp.dyn.PoissonGroup(num_N, freqs=poisson_freq)\n",
    "    self.noise_I = bp.dyn.PoissonGroup(num_I, freqs=poisson_freq)\n",
    "\n",
    "    # define external inputs\n",
    "    self.IA2A = ExpSyn(self.IA, self.A, 'one2one', None, g_ext2E_AMPA, tau=2., E=0.)\n",
    "    self.IB2B = ExpSyn(self.IB, self.B, 'one2one', None, g_ext2E_AMPA, tau=2., E=0.)\n",
    "\n",
    "    # define AMPA projections from N\n",
    "    self.N2B_AMPA = ExpSyn(self.N, self.B, 'all2all', 0.5, g_E2E_AMPA * w_neg, tau=2., E=0.)\n",
    "    self.N2A_AMPA = ExpSyn(self.N, self.A, 'all2all', 0.5, g_E2E_AMPA * w_neg, tau=2., E=0.)\n",
    "    self.N2N_AMPA = ExpSyn(self.N, self.N, 'all2all', 0.5, g_E2E_AMPA, tau=2., E=0.)\n",
    "    self.N2I_AMPA = ExpSyn(self.N, self.I, 'all2all', 0.5, g_E2I_AMPA, tau=2., E=0.)\n",
    "\n",
    "    # define NMDA projections from N\n",
    "    self.N2B_NMDA = NMDA(self.N, self.B, 'all2all', 0.5, g_E2E_NMDA * w_neg)\n",
    "    self.N2A_NMDA = NMDA(self.N, self.A, 'all2all', 0.5, g_E2E_NMDA * w_neg)\n",
    "    self.N2N_NMDA = NMDA(self.N, self.N, 'all2all', 0.5, g_E2E_NMDA)\n",
    "    self.N2I_NMDA = NMDA(self.N, self.I, 'all2all', 0.5, g_E2I_NMDA)\n",
    "\n",
    "    # define AMPA projections from B\n",
    "    self.B2B_AMPA = ExpSyn(self.B, self.B, 'all2all', 0.5, g_E2E_AMPA * w_pos, tau=2., E=0.)\n",
    "    self.B2A_AMPA = ExpSyn(self.B, self.A, 'all2all', 0.5, g_E2E_AMPA * w_neg, tau=2., E=0.)\n",
    "    self.B2N_AMPA = ExpSyn(self.B, self.N, 'all2all', 0.5, g_E2E_AMPA, tau=2., E=0.)\n",
    "    self.B2I_AMPA = ExpSyn(self.B, self.I, 'all2all', 0.5, g_E2I_AMPA, tau=2., E=0.)\n",
    "\n",
    "    # define NMDA projections from B\n",
    "    self.B2B_NMDA = NMDA(self.B, self.B, 'all2all', 0.5, g_E2E_NMDA * w_pos)\n",
    "    self.B2A_NMDA = NMDA(self.B, self.A, 'all2all', 0.5, g_E2E_NMDA * w_neg)\n",
    "    self.B2N_NMDA = NMDA(self.B, self.N, 'all2all', 0.5, g_E2E_NMDA)\n",
    "    self.B2I_NMDA = NMDA(self.B, self.I, 'all2all', 0.5, g_E2I_NMDA)\n",
    "\n",
    "    # define AMPA projections from A\n",
    "    self.A2B_AMPA = ExpSyn(self.A, self.B, 'all2all', 0.5, g_E2E_AMPA * w_neg, tau=2., E=0.)\n",
    "    self.A2A_AMPA = ExpSyn(self.A, self.A, 'all2all', 0.5, g_E2E_AMPA * w_pos, tau=2., E=0.)\n",
    "    self.A2N_AMPA = ExpSyn(self.A, self.N, 'all2all', 0.5, g_E2E_AMPA, tau=2., E=0.)\n",
    "    self.A2I_AMPA = ExpSyn(self.A, self.I, 'all2all', 0.5, g_E2I_AMPA, tau=2., E=0.)\n",
    "\n",
    "    # define NMDA projections from A\n",
    "    self.A2B_NMDA = NMDA(self.A, self.B, 'all2all', 0.5, g_E2E_NMDA * w_neg)\n",
    "    self.A2A_NMDA = NMDA(self.A, self.A, 'all2all', 0.5, g_E2E_NMDA * w_pos)\n",
    "    self.A2N_NMDA = NMDA(self.A, self.N, 'all2all', 0.5, g_E2E_NMDA)\n",
    "    self.A2I_NMDA = NMDA(self.A, self.I, 'all2all', 0.5, g_E2I_NMDA)\n",
    "\n",
    "    # define I->E/I conn\n",
    "    self.I2B = ExpSyn(self.I, self.B, 'all2all', 0.5, g_I2E_GABAa, tau=5., E=-70.)\n",
    "    self.I2A = ExpSyn(self.I, self.A, 'all2all', 0.5, g_I2E_GABAa, tau=5., E=-70.)\n",
    "    self.I2N = ExpSyn(self.I, self.N, 'all2all', 0.5, g_I2E_GABAa, tau=5., E=-70.)\n",
    "    self.I2I = ExpSyn(self.I, self.I, 'all2all', 0.5, g_I2I_GABAa, tau=5., E=-70.)\n",
    "\n",
    "    # define external projections\n",
    "    self.noise2B = ExpSyn(self.noise_B, self.B, 'one2one', None, g_ext2E_AMPA, tau=2., E=0.)\n",
    "    self.noise2A = ExpSyn(self.noise_A, self.A, 'one2one', None, g_ext2E_AMPA, tau=2., E=0.)\n",
    "    self.noise2N = ExpSyn(self.noise_N, self.N, 'one2one', None, g_ext2E_AMPA, tau=2., E=0.)\n",
    "    self.noise2I = ExpSyn(self.noise_I, self.I, 'one2one', None, g_ext2I_AMPA, tau=2., E=0.)"
   ],
   "outputs": [],
   "execution_count": 15
  },
  {
   "cell_type": "markdown",
   "id": "833eb50a",
   "metadata": {},
   "source": [
    "Though the code seems longer than the E-I balanced network, the basic building paradigm is the same: building neuron groups and the connections among them."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "54efdc44",
   "metadata": {},
   "source": [
    "### Running a simulation"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "60f10858",
   "metadata": {},
   "source": [
    "After building it, the simulation process will be much the same as running a E-I balanced network. First we should wrap the network into a runner:"
   ]
  },
  {
   "cell_type": "code",
   "id": "d942345aa2d6efe1",
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-10-06T03:12:45.791877Z",
     "start_time": "2025-10-06T03:12:45.567687Z"
    }
   },
   "source": [
    "tool = Tool()\n",
    "net = DecisionMakingNet()"
   ],
   "outputs": [],
   "execution_count": 16
  },
  {
   "cell_type": "code",
   "id": "47ebe27c",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-06T03:12:45.802927Z",
     "start_time": "2025-10-06T03:12:45.797046Z"
    }
   },
   "source": [
    "mu0 = 40.\n",
    "coherence = 25.6\n",
    "IA_freqs = tool.generate_freqs(mu0 + mu0 / 100. * coherence)\n",
    "IB_freqs = tool.generate_freqs(mu0 - mu0 / 100. * coherence)\n",
    "\n",
    "def give_input():\n",
    "    i = bp.share['i']\n",
    "    net.IA.freqs[0] = IA_freqs[i]\n",
    "    net.IB.freqs[0] = IB_freqs[i]"
   ],
   "outputs": [],
   "execution_count": 17
  },
  {
   "cell_type": "markdown",
   "id": "8beac6d6",
   "metadata": {},
   "source": [
    "Then we call the runner to run the simulation:"
   ]
  },
  {
   "cell_type": "code",
   "id": "96e97756",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-06T03:12:48.257182Z",
     "start_time": "2025-10-06T03:12:45.808996Z"
    }
   },
   "source": [
    "runner = bp.DSRunner(net, inputs=give_input, monitors=['A.spike', 'B.spike'])\n",
    "runner.run(tool.total_period)"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "  0%|          | 0/16000 [00:00<?, ?it/s]"
      ],
      "application/vnd.jupyter.widget-view+json": {
       "version_major": 2,
       "version_minor": 0,
       "model_id": "76b3129848144c1c9fc84040894533ee"
      }
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 18
  },
  {
   "cell_type": "markdown",
   "id": "0d27aac5",
   "metadata": {},
   "source": [
    "Finally, we visualize the simulation result by using `matplotlib`:"
   ]
  },
  {
   "cell_type": "code",
   "id": "0d57a44d",
   "metadata": {
    "scrolled": false,
    "ExecuteTime": {
     "end_time": "2025-10-06T03:12:48.827255Z",
     "start_time": "2025-10-06T03:12:48.320622Z"
    }
   },
   "source": [
    "tool.visualize_results(runner.mon, IA_freqs, IB_freqs)"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x1200 with 4 Axes>"
      ],
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 19
  },
  {
   "cell_type": "markdown",
   "id": "5a8dd84e",
   "metadata": {},
   "source": [
    "For more information about brain dynamic simulation, please refer to [Dynamics Simulation](../tutorial_simulation/index.rst) in the BDP tutorial."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "08e77f38",
   "metadata": {},
   "source": [
    "## Simulating a firing rate-based network"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d61151e4",
   "metadata": {},
   "source": [
    "### Neural mass model"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "03d57cab",
   "metadata": {},
   "source": [
    "A neural mass models is a low-dimensional population model of spiking neural networks. It aims to describe the coarse grained activity of large populations of neurons and synapses. Mathematically, it is a dynamical system of non-linear ODEs. A classical neural mass model is the two-dimensional [Wilson–Cowan model](https://en.wikipedia.org/wiki/Wilson%E2%80%93Cowan_model). This model tracks the activity of an excitatory population of neurons coupled to an inhibitory population. With the augmentation of such models by more realistic forms of synaptic and network interaction they have proved especially successful in providing fits to neuro-imaging data."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "13a4855e",
   "metadata": {},
   "source": [
    "Here, let's try the Wilson-Cowan model."
   ]
  },
  {
   "cell_type": "code",
   "id": "e141c3a4",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-06T03:12:49.147326Z",
     "start_time": "2025-10-06T03:12:48.836357Z"
    }
   },
   "source": [
    "wc = bp.dyn.WilsonCowanModel(2,\n",
    "                             wEE=16., wIE=15., wEI=12., wII=3.,\n",
    "                             E_a=1.5, I_a=1.5, E_theta=3., I_theta=3.,\n",
    "                             method='exp_euler_auto',\n",
    "                             x_initializer=bm.asarray([-0.2, 1.]),\n",
    "                             y_initializer=bm.asarray([0.0, 1.]))\n",
    "\n",
    "runner = bp.DSRunner(wc, monitors=['x', 'y'], inputs=['input', -0.5])\n",
    "runner.run(10.)\n",
    "\n",
    "fig, gs = bp.visualize.get_figure(1, 2, 4, 3)\n",
    "ax = fig.add_subplot(gs[0, 0])\n",
    "bp.visualize.line_plot(runner.mon.ts, runner.mon.x, plot_ids=[0, 1], legend='e', ax=ax)\n",
    "ax = fig.add_subplot(gs[0, 1])\n",
    "bp.visualize.line_plot(runner.mon.ts, runner.mon.x, plot_ids=[0, 1], legend='i', ax=ax, show=True)"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "  0%|          | 0/100 [00:00<?, ?it/s]"
      ],
      "application/vnd.jupyter.widget-view+json": {
       "version_major": 2,
       "version_minor": 0,
       "model_id": "e3e1c1d34f8d4b1f9a16e1bd4e7c19b5"
      }
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 600x400 with 2 Axes>"
      ],
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='Time (ms)'>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 20
  },
  {
   "cell_type": "markdown",
   "id": "ef40f91f",
   "metadata": {},
   "source": [
    "We can see this model at least has two stable states."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "90410ba2",
   "metadata": {},
   "source": [
    "**Bifurcation diagram**\n",
    "\n",
    "With the automatic analysis module in BrainPy, we can easily inspect the bifurcation digram of the model. Bifurcation diagrams can give us an overview of how different parameters of the model affect its dynamics (the details of the automatic analysis support of BrainPy please see the introduction in [Analyzing a Dynamical Model](./analysis.ipynb) and tutorials in [Dynamics Analysis](../tutorial_analysis/index.rst)). In this case, we make ``x_ext`` as a bifurcation parameter, and try to see how the system behavior changes with the change of ``x_ext``."
   ]
  },
  {
   "cell_type": "code",
   "id": "ad292779",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-06T03:13:35.233246Z",
     "start_time": "2025-10-06T03:12:49.199530Z"
    }
   },
   "source": [
    "bf = bp.analysis.Bifurcation2D(\n",
    "  wc,\n",
    "  target_vars={'x': [-0.2, 1.], 'y': [-0.2, 1.]},\n",
    "  target_pars={'x_ext': [-2, 2]},\n",
    "  pars_update={'y_ext': 0.},\n",
    "  resolutions={'x_ext': 0.01}\n",
    ")\n",
    "bf.plot_bifurcation()\n",
    "bf.plot_limit_cycle_by_sim(duration=500)\n",
    "bf.show_figure()"
   ],
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "I am making bifurcation analysis ...\n",
      "I am filtering out fixed point candidates with auxiliary function ...\n",
      "I am trying to find fixed points by optimization ...\n",
      "\tThere are 40000 candidates\n",
      "I am trying to filter out duplicate fixed points ...\n",
      "\tFound 400 fixed points.\n",
      "I am plotting the limit cycle ...\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 21
  },
  {
   "cell_type": "markdown",
   "id": "1707d3ed",
   "metadata": {},
   "source": [
    "Similarly, simulating and analyzing a rate-based FitzHugh-Nagumo model is also a piece of cake by using BrainPy."
   ]
  },
  {
   "cell_type": "code",
   "id": "cfc406d6",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-06T03:13:54.438966Z",
     "start_time": "2025-10-06T03:13:35.273397Z"
    }
   },
   "source": [
    "fhn = bp.rates.FHN(1, method='exp_auto')\n",
    "\n",
    "bf = bp.analysis.Bifurcation2D(\n",
    "  fhn,\n",
    "  target_vars={'x': [-2, 2], 'y': [-2, 2]},\n",
    "  target_pars={'x_ext': [0, 2]},\n",
    "  pars_update={'y_ext': 0.},\n",
    "  resolutions={'x_ext': 0.01}\n",
    ")\n",
    "bf.plot_bifurcation()\n",
    "bf.plot_limit_cycle_by_sim(duration=500)\n",
    "bf.show_figure()"
   ],
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "I am making bifurcation analysis ...\n",
      "I am filtering out fixed point candidates with auxiliary function ...\n",
      "I am trying to find fixed points by optimization ...\n",
      "\tThere are 20000 candidates\n",
      "I am trying to filter out duplicate fixed points ...\n",
      "\tFound 200 fixed points.\n",
      "I am plotting the limit cycle ...\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 22
  },
  {
   "cell_type": "markdown",
   "id": "972f77bd",
   "metadata": {},
   "source": [
    "In this model, we find that when the external input ``x_ext`` has the value in [0.72, 1.4], the model will generate limit cycles. We can verify this by simulation."
   ]
  },
  {
   "cell_type": "code",
   "id": "d9e6e771",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-06T03:13:54.654599Z",
     "start_time": "2025-10-06T03:13:54.476925Z"
    }
   },
   "source": [
    "runner = bp.DSRunner(fhn, monitors=['x', 'y'], inputs=['input', 1.0])\n",
    "runner.run(100.)\n",
    "\n",
    "bp.visualize.line_plot(runner.mon.ts, runner.mon.x, legend='x')\n",
    "bp.visualize.line_plot(runner.mon.ts, runner.mon.y, legend='y', show=True)"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "  0%|          | 0/1000 [00:00<?, ?it/s]"
      ],
      "application/vnd.jupyter.widget-view+json": {
       "version_major": 2,
       "version_minor": 0,
       "model_id": "e24cc7a2bb55455b81a8ba14d4d1ae6a"
      }
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "<module 'matplotlib.pyplot' from 'C:\\\\Users\\\\adadu\\\\miniconda3\\\\envs\\\\bdp\\\\Lib\\\\site-packages\\\\matplotlib\\\\pyplot.py'>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 23
  },
  {
   "cell_type": "markdown",
   "id": "3dff601a",
   "metadata": {},
   "source": [
    "### Whole-brain model"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b0992025",
   "metadata": {},
   "source": [
    "A rate-based whole-brain model is a network model which consists of coupled brain regions. Each brain region is represented by a neural mass model which is connected to other brain regions according to the underlying network structure of the brain, also known as the connectome. In order to illustrate how to use BrainPy's support for whole-brain modeling, here we provide a processed data in the following link:\n",
    "\n",
    "- A processed data from ConnectomeDB of the Human Connectome Project (HCP): [https://share.weiyun.com/wkPpARKy](https://share.weiyun.com/wkPpARKy)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bf79b8b8",
   "metadata": {},
   "source": [
    "Please download the dataset and place it in your favorite ``PATH``."
   ]
  },
  {
   "cell_type": "code",
   "id": "9bfddfb6",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-06T03:15:11.636540Z",
     "start_time": "2025-10-06T03:15:11.632401Z"
    }
   },
   "source": "PATH = '../../tests/simulation/data/hcp.npz'",
   "outputs": [],
   "execution_count": 26
  },
  {
   "cell_type": "markdown",
   "id": "f8a54f79",
   "metadata": {},
   "source": [
    "In general, a dataset for whole-brain modeling consists of the following parts:\n",
    "\n",
    "1\\. A structural connectivity matrix which captures the synaptic connection strengths between brain areas. It often derived from DTI tractography of the whole brain. The connectome is then typically parcellated in a preferred atlas (for example the AAL2 atlas) and the number of axonal fibers connecting each brain area with every other area is counted. This number serves as an indication of the synaptic coupling strengths between the areas of the brain.\n",
    "\n",
    "2\\. A delay matrix which calculated from the average length of the axonal fibers connecting each brain area with another.\n",
    "\n",
    "3\\. A set of functional data that can act as a target for model optimization. Resting-state fMRI offers an easy and fairly unbiased way for calibrating whole-brain models. EEG data could be used as well."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1a612197",
   "metadata": {},
   "source": [
    "Now, let's load the dataset."
   ]
  },
  {
   "cell_type": "code",
   "id": "dc569420",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-06T03:15:13.615086Z",
     "start_time": "2025-10-06T03:15:13.604602Z"
    }
   },
   "source": [
    "data = bm.load(PATH)"
   ],
   "outputs": [],
   "execution_count": 27
  },
  {
   "cell_type": "code",
   "id": "05e72272",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-06T03:15:14.344515Z",
     "start_time": "2025-10-06T03:15:14.333772Z"
    }
   },
   "source": [
    "# The structural connectivity matrix\n",
    "\n",
    "data['Cmat'].shape"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(80, 80)"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 28
  },
  {
   "cell_type": "code",
   "id": "bcdff2d9",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-06T03:15:15.154559Z",
     "start_time": "2025-10-06T03:15:15.144753Z"
    }
   },
   "source": [
    "# The fiber length matrix\n",
    "\n",
    "data['Dmat'].shape"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(80, 80)"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 29
  },
  {
   "cell_type": "code",
   "id": "6f0a53fe",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-06T03:15:15.568398Z",
     "start_time": "2025-10-06T03:15:15.556570Z"
    }
   },
   "source": [
    "# The functional data for 7 subjects\n",
    "\n",
    "data['FCs'].shape"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(7, 80, 80)"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 30
  },
  {
   "cell_type": "markdown",
   "id": "79bb2f25",
   "metadata": {},
   "source": [
    "Let's have a look what the data looks like."
   ]
  },
  {
   "cell_type": "code",
   "id": "60c8b649",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-06T03:15:16.912003Z",
     "start_time": "2025-10-06T03:15:16.639887Z"
    }
   },
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.rcParams['image.cmap'] = 'plasma'\n",
    "\n",
    "fig, axs = plt.subplots(1, 3, figsize=(15, 5))\n",
    "fig.subplots_adjust(wspace=0.28)\n",
    "\n",
    "im = axs[0].imshow(data['Cmat'])\n",
    "axs[0].set_title(\"Connection matrix\")\n",
    "fig.colorbar(im, ax=axs[0], fraction=0.046, pad=0.04)\n",
    "im = axs[1].imshow(data['Dmat'], cmap='inferno')\n",
    "axs[1].set_title(\"Fiber length matrix\")\n",
    "fig.colorbar(im, ax=axs[1], fraction=0.046, pad=0.04)\n",
    "im = axs[2].imshow(data['FCs'][0], cmap='inferno')\n",
    "axs[2].set_title(\"Empirical FC of subject 1\")\n",
    "fig.colorbar(im, ax=axs[2], fraction=0.046, pad=0.04)\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1500x500 with 6 Axes>"
      ],
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 31
  },
  {
   "cell_type": "markdown",
   "id": "97414910",
   "metadata": {},
   "source": [
    "Let's first get the delay matrix according to the fiber length matrix, the signal transmission speed between areas, and the numerical integration step ``dt``. Here, we assume the axonal transmission speed is 20 and the simulation time step ``dt=0.1`` ms."
   ]
  },
  {
   "cell_type": "code",
   "id": "d051ba87",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-06T03:15:17.895393Z",
     "start_time": "2025-10-06T03:15:17.878664Z"
    }
   },
   "source": [
    "sigal_speed = 20.\n",
    "\n",
    "# the number of the delay steps\n",
    "delay_mat = data['Dmat'] / sigal_speed / bm.get_dt()\n",
    "delay_mat = bm.asarray(delay_mat, dtype=bm.int_)"
   ],
   "outputs": [],
   "execution_count": 32
  },
  {
   "cell_type": "markdown",
   "id": "ed950862",
   "metadata": {},
   "source": [
    "The connectivity matrix can be directly obtained through the structural connectivity matrix, which times a global coupling strength parameter ``gc``. b"
   ]
  },
  {
   "cell_type": "code",
   "id": "d08ab2d6",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-06T03:15:19.244051Z",
     "start_time": "2025-10-06T03:15:18.999869Z"
    }
   },
   "source": [
    "gc = 1.\n",
    "\n",
    "conn_mat = bm.asarray(data['Cmat'] * gc)\n",
    "\n",
    "# It is necessary to exclude the self-connections\n",
    "bm.fill_diagonal(conn_mat, 0)"
   ],
   "outputs": [],
   "execution_count": 33
  },
  {
   "cell_type": "markdown",
   "id": "92fd7f83",
   "metadata": {},
   "source": [
    "We now are ready to instantiate a whole-brain model with the neural mass model and the dataset the processed before."
   ]
  },
  {
   "cell_type": "code",
   "id": "62b80f65",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-06T03:15:20.200978Z",
     "start_time": "2025-10-06T03:15:20.197037Z"
    }
   },
   "source": [
    "class WholeBrainNet(bp.Network):\n",
    "  def __init__(self, Cmat, Dmat):\n",
    "    super(WholeBrainNet, self).__init__()\n",
    "\n",
    "    self.fhn = bp.dyn.FHN(\n",
    "      80,\n",
    "      x_ou_sigma=0.01,\n",
    "      y_ou_sigma=0.01,\n",
    "      method='exp_auto'\n",
    "    )\n",
    "    self.syn = bp.dyn.DiffusiveCoupling(\n",
    "      self.fhn.x,\n",
    "      self.fhn.x,\n",
    "      var_to_output=self.fhn.input,\n",
    "      conn_mat=Cmat,\n",
    "      delay_steps=Dmat.astype(bm.int_),\n",
    "      initial_delay_data=bp.init.Uniform(0, 0.05)\n",
    "    )"
   ],
   "outputs": [],
   "execution_count": 34
  },
  {
   "cell_type": "code",
   "id": "3a9c8008",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-06T03:15:25.499701Z",
     "start_time": "2025-10-06T03:15:20.708835Z"
    }
   },
   "source": [
    "net = WholeBrainNet(conn_mat, delay_mat)\n",
    "\n",
    "runner = bp.DSRunner(net, monitors=['fhn.x'], inputs=['fhn.input', 0.72])\n",
    "runner.run(6e3)"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "  0%|          | 0/60000 [00:00<?, ?it/s]"
      ],
      "application/vnd.jupyter.widget-view+json": {
       "version_major": 2,
       "version_minor": 0,
       "model_id": "b96a9837cc03437581faf1d6779e62a6"
      }
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 35
  },
  {
   "cell_type": "markdown",
   "id": "996ee395",
   "metadata": {},
   "source": [
    "The simulated results can be used to estimate the functional correlation matrix."
   ]
  },
  {
   "cell_type": "code",
   "id": "03e47705",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-06T03:15:26.020617Z",
     "start_time": "2025-10-06T03:15:25.552159Z"
    }
   },
   "source": [
    "fig, axs = plt.subplots(1, 2, figsize=(12, 4))\n",
    "fc = bp.measure.functional_connectivity(runner.mon['fhn.x'])\n",
    "ax = axs[0].imshow(fc)\n",
    "plt.colorbar(ax, ax=axs[0])\n",
    "axs[1].plot(runner.mon.ts, runner.mon['fhn.x'][:, ::5], alpha=0.8)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x400 with 3 Axes>"
      ],
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 36
  },
  {
   "cell_type": "markdown",
   "id": "f35cbfd8",
   "metadata": {},
   "source": [
    "We can compute the element-wise Pearson correlation of the functional connectivity matrices of the simulated data to the empirical data to estimate how well the model captures the inter-areal functional correlations found in empirical resting-state recordings."
   ]
  },
  {
   "cell_type": "code",
   "id": "cd516013",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-06T03:15:26.311148Z",
     "start_time": "2025-10-06T03:15:26.032737Z"
    }
   },
   "source": [
    "scores = [bp.measure.matrix_correlation(fc, fcemp)\n",
    "          for fcemp in data['FCs']]\n",
    "print(\"Correlation per subject:\", [f\"{s:.2}\" for s in scores])\n",
    "print(\"Mean FC/FC correlation: {:.2f}\".format(bm.mean(bm.asarray(scores))))"
   ],
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Correlation per subject: ['0.58', '0.47', '0.54', '0.48', '0.55', '0.49', '0.42']\n",
      "Mean FC/FC correlation: 0.50\n"
     ]
    }
   ],
   "execution_count": 37
  },
  {
   "cell_type": "markdown",
   "id": "42c6d43f",
   "metadata": {},
   "source": [
    "## References\n",
    "\n",
    "1. van Vreeswijk, C., & Sompolinsky, H. (1996). Chaos in neuronal networks with balanced excitatory and inhibitory activity. Science (New York, N.Y.), 274(5293), 1724–1726. https://doi.org/10.1126/science.274.5293.1724\n",
    "\n",
    "2. Wang X. J. (2002). Probabilistic decision making by slow reverberation in cortical circuits. Neuron, 36(5), 955–968. https://doi.org/10.1016/s0896-6273(02)01092-9"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "BrainPy",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.11"
  },
  "latex_envs": {
   "LaTeX_envs_menu_present": true,
   "autoclose": false,
   "autocomplete": true,
   "bibliofile": "biblio.bib",
   "cite_by": "apalike",
   "current_citInitial": 1,
   "eqLabelWithNumbers": true,
   "eqNumInitial": 1,
   "hotkeys": {
    "equation": "Ctrl-E",
    "itemize": "Ctrl-I"
   },
   "labels_anchors": false,
   "latex_user_defs": false,
   "report_style_numbering": false,
   "user_envs_cfg": false
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {
    "height": "calc(100% - 180px)",
    "left": "10px",
    "top": "150px",
    "width": "279.273px"
   },
   "toc_section_display": true,
   "toc_window_display": true
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
